Do I need to standardize the variables while using proc glmselect LASSO or adaptive LASSO?

YutongHU1 — Fri, 15 Feb 2019 16:24:21 GMT

Hi,

Does anyone know whether "proc glmselect" will automatically standardize all the variables while running LASSO and adaptive LASSO? "Standardize" means demean the variable and scale it by the standard deviation.

Thank you!

Best,

Yutong

Re: Do I need to standardize the variables while using proc glmselect LASSO or adaptive LASSO?

Rick_SAS — Sat, 16 Feb 2019 01:18:11 GMT

Here is the documentation.

I interpret the doc to say that covariates are internally centered and scaled during the LASSO process. However, the final parameter estimates are provided for the original variables.

If you want to run the experiment, you could use PROC STDIZE to standardize your regressors and run the program twice, once on the original data and once on the standardized data. The selected effects should be the same. I did a similar experiment in the article "Standardized regression coefficients."

topic Re: Do I need to standardize the variables while using proc glmselect LASSO or adaptive LASSO? in New SAS User

Do I need to standardize the variables while using proc glmselect LASSO or adaptive LASSO?

Re: Do I need to standardize the variables while using proc glmselect LASSO or adaptive LASSO?